{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "tJTHvE8Qe5nM"
   },
   "source": [
    "Let's explore how convolutions work by creating a basic convolution on a 2D Grey Scale image. First we can load the image by taking the 'ascent' image from scipy. It's a nice, built-in picture with lots of angles and lines. \n",
    "\n",
    "这里，通过一张二维灰度图像，来探索卷积的工作原理。可以从scipy库中获取名为\"上升\"的图像。这是一张漂亮的内置图片，有很多角度和线条。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "DZ5OXYiolCUi"
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from scipy import misc\n",
    "i = misc.ascent()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "SRIzxjWWfJjk"
   },
   "source": [
    "Next, we can use the pyplot library to draw the image so we know what it looks like.\n",
    "\n",
    "接下来，可以使用pyplot库来绘制图像，这样我们就能看到它的样子了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 526,
     "status": "ok",
     "timestamp": 1549559932128,
     "user": {
      "displayName": "Laurence Moroney",
      "photoUrl": "https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg",
      "userId": "06401446828348966425"
     },
     "user_tz": 480
    },
    "id": "R4p0cfWcfIvi",
    "outputId": "b9c159d5-4c47-43c2-9892-77dc51b66a7f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.grid(False)\n",
    "plt.gray()\n",
    "plt.axis('off')\n",
    "plt.imshow(i)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "C1mhZ_ZTfPWH"
   },
   "source": [
    "The image is stored as a numpy array, so we can create the transformed image by just copying that array. Let's also get the dimensions of the image so we can loop over it later. \n",
    "\n",
    "图像是以numpy数组的形式存储的，所以我们只需复制这个数组就可以对图像进行转换。我们还可以得到图像的尺寸，这样就可以用循环遍历它的数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "o5pxGq1SmJMD"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512, 512)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i_transformed = np.copy(i)\n",
    "size_x = i_transformed.shape[0]\n",
    "size_y = i_transformed.shape[1]\n",
    "i_transformed.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Y7PwNkiXfddd"
   },
   "source": [
    "Now we can create a filter as a 3x3 array. \n",
    "\n",
    "接下来创建一个3x3的过滤器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "sN3imZannN5J"
   },
   "outputs": [],
   "source": [
    "# This filter detects edges nicely\n",
    "# It creates a convolution that only passes through sharp edges and straight\n",
    "# lines.\n",
    "# 这个过滤器可以很好地检测到边缘。\n",
    "# 它通过卷积运算，只让尖锐的边缘和直线通过。\n",
    "\n",
    "#Experiment with different values for fun effects.\n",
    "#试试看修改过滤器的数值，玩玩看\n",
    "#filter = [ [0, 1, 0], [1, -4, 1], [0, 1, 0]]\n",
    "\n",
    "# A couple more filters to try for fun!\n",
    "# 另外的几个过滤器，纯粹为了好玩！\n",
    "filter = [ [-1, -2, -1], [0, 0, 0], [1, 2, 1]]\n",
    "#filter = [ [-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]\n",
    "\n",
    "# If all the digits in the filter don't add up to 0 or 1, you \n",
    "# should probably do a weight to get it to do so\n",
    "# so, for example, if your weights are 1,1,1 1,2,1 1,1,1\n",
    "# They add up to 10, so you would set a weight of .1 if you want to normalize them\n",
    "# 如果过滤器中的所有数字加起来不是0或1，那么就应该设置权重，让过滤器的总和为0或1。\n",
    "# 例如，如果过滤器是1，1，1，1，2，1，1，1，1。\n",
    "# 它们加起来是10，所以可以设置0.1的权重，使它标准化。\n",
    "weight  = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JQmm_iBufmCz"
   },
   "source": [
    "Now let's create a convolution. We will iterate over the image, leaving a 1 pixel margin, and multiply out each of the neighbors of the current pixel by the value defined in the filter. \n",
    "\n",
    "i.e. the current pixel's neighbor above it and to the left will be multiplied by the top left item in the filter etc. etc. We'll then multiply the result by the weight, and then ensure the result is in the range 0-255\n",
    "\n",
    "Finally we'll load the new value into the transformed image. \n",
    "\n",
    "接下来让我们创建一个卷积，扫描整个图像，留出1个像素的边框，并将当前像素的每个邻居乘以过滤器中定义的值。\n",
    "\n",
    "即当前像素上方和左侧的邻域将乘以滤镜中左上方的项，等等。然后我们再将结果乘以权重，然后确保结果在0-255的范围内。\n",
    "\n",
    "最后我们将把新的值加载到转换后的图像中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "299uU2jAr90h"
   },
   "outputs": [],
   "source": [
    "for x in range(1,size_x-1):\n",
    "  for y in range(1,size_y-1):\n",
    "      convolution = 0.0\n",
    "      convolution = convolution + (i[x - 1, y-1] * filter[0][0])\n",
    "      convolution = convolution + (i[x, y-1] * filter[0][1])\n",
    "      convolution = convolution + (i[x + 1, y-1] * filter[0][2])\n",
    "      convolution = convolution + (i[x-1, y] * filter[1][0])\n",
    "      convolution = convolution + (i[x, y] * filter[1][1])\n",
    "      convolution = convolution + (i[x+1, y] * filter[1][2])\n",
    "      convolution = convolution + (i[x-1, y+1] * filter[2][0])\n",
    "      convolution = convolution + (i[x, y+1] * filter[2][1])\n",
    "      convolution = convolution + (i[x+1, y+1] * filter[2][2])\n",
    "      convolution = convolution * weight\n",
    "      if(convolution<0):\n",
    "        convolution=0\n",
    "      if(convolution>255):\n",
    "        convolution=255\n",
    "      i_transformed[x, y] = convolution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "6XA--vgvgDEQ"
   },
   "source": [
    "Now we can plot the image to see the effect of the convolution!\n",
    "\n",
    "现在，我们可以绘制图像，看看卷积的效果!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 513,
     "status": "ok",
     "timestamp": 1549560067962,
     "user": {
      "displayName": "Laurence Moroney",
      "photoUrl": "https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg",
      "userId": "06401446828348966425"
     },
     "user_tz": 480
    },
    "id": "7oPhUPNhuGWC",
    "outputId": "727e7b3a-7299-4011-d5af-ff79b3312439"
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the image. Note the size of the axes -- they are 512 by 512\n",
    "plt.gray()\n",
    "plt.grid(False)\n",
    "plt.imshow(i_transformed)\n",
    "#plt.axis('off')\n",
    "plt.show()   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "xF0FPplsgHNh"
   },
   "source": [
    "This code will show a (2, 2) pooling. The idea here is to iterate over the image, and look at the pixel and it's immediate neighbors to the right, beneath, and right-beneath. Take the largest of them and load it into the new image. Thus the new image will be 1/4 the size of the old -- with the dimensions on X and Y being halved by this process. You'll see that the features get maintained despite this compression!\n",
    "\n",
    "这段代码将显示一个（2，2）池化后的效果。它的想法是用2x2尺寸的矩阵在图像上扫描，查看像素和它的右方、下方和右下方的近邻像素。取其中最大的一个，并将其加载到新图像中。这样，新的图像将是旧图像的1/4大小--通过这个过程，X和Y上的尺寸减半。你会发现，尽管进行了这样的压缩，图像特征还是得到了保留。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 926,
     "status": "ok",
     "timestamp": 1549560073237,
     "user": {
      "displayName": "Laurence Moroney",
      "photoUrl": "https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg",
      "userId": "06401446828348966425"
     },
     "user_tz": 480
    },
    "id": "kDHjf-ehaBqm",
    "outputId": "0943f115-bc3e-4986-a28d-67eeba66c828"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_x = int(size_x/2)\n",
    "new_y = int(size_y/2)\n",
    "newImage = np.zeros((new_x, new_y))\n",
    "for x in range(0, size_x, 2):\n",
    "  for y in range(0, size_y, 2):\n",
    "    pixels = []\n",
    "    pixels.append(i_transformed[x, y])\n",
    "    pixels.append(i_transformed[x+1, y])\n",
    "    pixels.append(i_transformed[x, y+1])\n",
    "    pixels.append(i_transformed[x+1, y+1])\n",
    "    newImage[int(x/2),int(y/2)] = max(pixels)\n",
    "\n",
    "# Plot the image. Note the size of the axes -- now 256 pixels instead of 512\n",
    "plt.gray()\n",
    "plt.grid(False)\n",
    "plt.imshow(newImage)\n",
    "#plt.axis('off')\n",
    "plt.show()      \n",
    "    \n",
    "    "
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Convolutions Sidebar.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
